{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x18a3d1f9940>]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.plot([0,2],[1,4])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mQV8iEp5U7sCu/CLuejOd99J3MKhzK+ZeO4JBnTXoS0TCV70udzNj/oqt3Lc4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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18a3b18d208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rK4B5wFjvxBIRkdqqT6G3B/ad9PN+93MiIuKA+hT66e76YP9nJWOmGGNWG2NW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\nn6IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18a3d229860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=[1,2,3,4,5]\n",
    "squares=[1,4,9,16,25]\n",
    "plt.plot(x,squares)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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r27wRL40dTPvMxlGoLHZF5WYx59xOvr5CSETkqM1YtZ1rn/2C/SWBSmMdMhszcexg2jZv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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18a3de27438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=[1,2,3,4,5]\n",
    "squares=[1,4,9,16,25]\n",
    "plt.plot(x,squares,linewidth=5)\n",
    "plt.title(\"数字\", fontsize=24)\n",
    "plt.xlabel('datas',fontsize=14)\n",
    "plt.ylabel('squares',fontsize=14)\n",
    "plt.rcParams['font.sans-serif']=['SimHei'] #用来正常显示中文标签\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GZHLWie01D79IjFABkIgcrKjk48/ymJGzlQ9W7eRghXNa51Y8eFlvvnN6Z/3a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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18a3dcd5128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=np.arange(200)\n",
    "# y=x*x\n",
    "y=[i*i for i in x]\n",
    "plt.plot(x,y)\n",
    "plt.savefig('result.jpg')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.linspace(0,100,100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sin_y = np.sin(x)\n",
    "cos_y = np.cos(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cwLNe96kMBUVVYIaiYHDkGXAvJmMiR569GYp0KLpZOoDoWidWUDz5evEYNfJs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UWp9cTySR/2mfs+nBc6U559GYrZynznujaMh2JrGOeqSsJQ3MqWyLBvdaOw34gkz+aMuV6bM8Nk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gS4PENatghVHtOyJXINu2CPghQ/f0rDGo4OHifXDBAamqGvXgj0JvROsRqKDOX5tz5sEhZT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\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ir1gjGzoAcXcXnWob29l0Xa+PptXv3na22HmWh6frGGLvpiy/jVCcKM82hOLEvgiL01uA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UNukdwZ6alSNFOe6TLFueRZod8USqin+ej2AYqWpbfYWfLp54DilaQyZRym6O8AxcYidjftikSV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\nP8LHt7YxXK/KAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18a3dcf69e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure('sin_cos' ,figsize=(20,16), dpi=80)\n",
    "plt.plot(x, sin_y)\n",
    "plt.plot(x, cos_y)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GtdFzy6OlqC4F/OSCgk9Yo1eXGVPdeBfzaNWlmzG55SOfsEbP+z/Kx0t6o1eXAn5yQcEn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\nP9c3OPRTP8BmAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18a3df3a7f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=np.linspace(0,10,100)#生成0到10中100个等差数\n",
    "plt.scatter(x,np.sin(x))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x18a3d8eaf60>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Q3fkMUqmSrXalwFUes60oMbMJXZu+/iSalieVStDX18hMjN10PZ/amqn7qG3f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\nUXPyCRxlFfZycyKFHYoVng/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BlCwKvVJgArYET0o0AboQCG24HaiGBF0TilpDERojfiQ1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LC6cZSFJgwCRpSloU3MD67Do0390mJdvQm+/eAL7D3SjpSCqqB/2EpIvrPMB5mczU8e38GDT+7i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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18a3d8f47f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(0)\n",
    "x=np.random.rand(100)\n",
    "y=np.random.rand(100)\n",
    "colors=np.random.rand(100)\n",
    "size=np.random.rand(10)*1000\n",
    "plt.scatter(x,y,c=colors,s=size,alpha=0.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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wJSqdcrvjiiIlyC9USpimBDfKd9vtsHWriLqLvEQYOVLkuh98ULy2kjh79ux1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\nSYgLIUQAkxAXQogAJiEuhBAB7P8BdBXKITIMGxcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18a3ddbc940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=np.linspace(0,10,100)\n",
    "plt.plot(x,x+0,'-g',label='-g')    #实线  绿色\n",
    "plt.plot(x,x+1,'--c',label='--c')   #虚线 浅蓝色\n",
    "plt.plot(x,x+2,'-.k',label='-.k')   #点划线 黑色\n",
    "plt.plot(x,x+3,'-r',label='-r')    #实线  红色\n",
    "plt.plot(x,x+4,'o',label='o')     #点   默认是蓝色\n",
    "plt.plot(x,x+5,'x',label='x')     #叉叉  默认是蓝色\n",
    "plt.plot(x,x+6,'dr',label='dr')    #砖石  红色\n",
    "#添加图例右下角lower right  左上角upper left 边框  透明度  阴影  边框宽度\n",
    "plt.legend(loc='lower right',fancybox=True,framealpha=1,shadow=True,borderpad=1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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RdGMQ+wOfT3IM8KYk305yUZJrk3wF+NDoqyhJGofpehCLgL8B9gQ+CfyU7tLdZ1XVE5O8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\nWIDrJ8kAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18a3df4fb70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=[1980,1985,1990,1995]\n",
    "x_labels=['1980年','1985年','1990年','1995年']\n",
    "y=[1000,3000,4000,5000]\n",
    "plt.bar(x,y,width=1)\n",
    "plt.rcParams['font.sans-serif']=['SimHei'] #用来正常显示中文标签\n",
    "plt.xticks(x,x_labels)\n",
    "plt.xlabel('年份')\n",
    "plt.ylabel('销量')\n",
    "plt.title('根据年份销量对比图')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x18a3db35f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=[1980,1985,1990,1995]\n",
    "x_labels=['1980年','1985年','1990年','1995年']\n",
    "y=[1000,3000,4000,5000]\n",
    "plt.barh(x,y)\n",
    "plt.rcParams['font.sans-serif']=['SimHei'] #用来正常显示中文标签\n",
    "plt.yticks(x,x_labels)\n",
    "plt.ylabel('年份')\n",
    "plt.xlabel('销量')\n",
    "plt.title('根据年份销量对比图')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 1 2 3 4] [ 0 -5 -2 -2  2]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x18a3d8f41d0>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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+1zetCHYAaMzEnooBAKyNYAeAxhDsANAYgh0AGkOwA0Bj/gcX9vaAwnhyQQAAAABJRU5E\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18a3dbf5a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(0)\n",
    "x=np.arange(5)\n",
    "y=np.random.randint(-5,5,5)\n",
    "print(x,y)\n",
    "\n",
    "plt.subplot(1,2,1)\n",
    "#在第一列中画图\n",
    "v_bar=plt.bar(x,y)\n",
    "#在第一列的画布中 0位置画一条蓝线\n",
    "plt.axhline(0,color='blue',linewidth=2)\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "#barh将y和x轴对换 竖着方向为x轴\n",
    "h_bar=plt.barh(x,y,color='red')\n",
    "#在第二列的画布中0位置处画蓝色的线\n",
    "plt.axvline(0,color='red',linewidth=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 1 2]\n",
      "['第1天', '第2天', '第3天']\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x18a3dd0ccc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#三天中三部电影的票房变化\n",
    "real_names=['千与千寻','玩具总动员4','黑衣人：全球追缉']\n",
    "real_num1=[5453,7548,6543]\n",
    "real_num2=[1840,4013,3421]\n",
    "real_num3=[1080,1673,2342]\n",
    "#生成x  第1天   第2天   第3天\n",
    "x=np.arange(len(real_names))\n",
    "print(x)\n",
    "x_label=['第{}天'.format(i+1) for i in range(len(real_names))]\n",
    "print(x_label)\n",
    "#绘制柱状图\n",
    "#设置柱的宽度\n",
    "width=0.3\n",
    "plt.bar(x,real_num1,color='g',width=width,label=real_names[0])\n",
    "plt.bar([i+width for i in x],real_num2,color='b',width=width,label=real_names[1])\n",
    "plt.bar([i+2*width for i in x],real_num3,color='r',width=width,label=real_names[2])\n",
    "plt.rcParams['font.sans-serif']=['SimHei'] #用来正常显示中文标签\n",
    "#修改x坐标\n",
    "plt.xticks([i+width for i in x],x_label)\n",
    "#添加图例\n",
    "plt.legend()\n",
    "#添加标题\n",
    "plt.title('3天的票房数')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x18a3d885c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#准备男、女的人数及比例\n",
    "man=71351\n",
    "woman=68187\n",
    "man_perc=man/(woman+man)\n",
    "woman_perc=woman/(woman+man)\n",
    "#添加名称\n",
    "labels=['男','女']\n",
    "#添加颜色\n",
    "colors=['blue','red']\n",
    "#绘制饼状图  pie\n",
    "plt.rcParams['font.sans-serif']=['SimHei'] #用来正常显示中文标签\n",
    "# labels 名称 colors：颜色，explode=分裂  autopct显示百分比\n",
    "paches,texts,autotexts=plt.pie([man_perc,woman_perc],labels=labels,colors=colors,explode=(0,0.1),autopct='%0.1f%%')\n",
    "\n",
    "#设置饼状图中的字体颜色\n",
    "for text in autotexts:\n",
    "    text.set_color('white')\n",
    "\n",
    "#设置字体大小\n",
    "for text in texts+autotexts:\n",
    "    text.set_fontsize(20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 1.,  0.,  0.,  0.,  1.,  0.,  1.,  0.,  2.,  0.,  0.,  0.,  2.,\n",
       "         3.,  2.,  4.,  2.,  1.,  5.,  4.,  3.,  4.,  2.,  7.,  7.,  8.,\n",
       "         9.,  6., 15.,  7., 10., 11., 12., 16., 18., 17., 24., 17., 19.,\n",
       "        19., 15., 19., 20., 25., 24., 21., 21., 18., 32., 25., 31., 19.,\n",
       "        10., 30., 19., 21., 25., 16., 24., 32., 24., 20., 25., 22., 16.,\n",
       "        19., 18., 10., 15., 18.,  6.,  9., 12., 10.,  9.,  5., 10.,  5.,\n",
       "         8.,  5.,  2.,  3.,  3., 10.,  3.,  1.,  0.,  1.,  1.,  1.,  1.,\n",
       "         0.,  1.,  0.,  0.,  0.,  0.,  0.,  0.,  1.]),\n",
       " array([-3.11685659, -3.05639706, -2.99593753, -2.93547801, -2.87501848,\n",
       "        -2.81455895, -2.75409942, -2.69363989, -2.63318036, -2.57272084,\n",
       "        -2.51226131, -2.45180178, -2.39134225, -2.33088272, -2.27042319,\n",
       "        -2.20996367, -2.14950414, -2.08904461, -2.02858508, -1.96812555,\n",
       "        -1.90766602, -1.8472065 , -1.78674697, -1.72628744, -1.66582791,\n",
       "        -1.60536838, -1.54490885, -1.48444933, -1.4239898 , -1.36353027,\n",
       "        -1.30307074, -1.24261121, -1.18215168, -1.12169216, -1.06123263,\n",
       "        -1.0007731 , -0.94031357, -0.87985404, -0.81939451, -0.75893499,\n",
       "        -0.69847546, -0.63801593, -0.5775564 , -0.51709687, -0.45663734,\n",
       "        -0.39617782, -0.33571829, -0.27525876, -0.21479923, -0.1543397 ,\n",
       "        -0.09388017, -0.03342065,  0.02703888,  0.08749841,  0.14795794,\n",
       "         0.20841747,  0.268877  ,  0.32933652,  0.38979605,  0.45025558,\n",
       "         0.51071511,  0.57117464,  0.63163417,  0.69209369,  0.75255322,\n",
       "         0.81301275,  0.87347228,  0.93393181,  0.99439134,  1.05485086,\n",
       "         1.11531039,  1.17576992,  1.23622945,  1.29668898,  1.35714851,\n",
       "         1.41760803,  1.47806756,  1.53852709,  1.59898662,  1.65944615,\n",
       "         1.71990568,  1.7803652 ,  1.84082473,  1.90128426,  1.96174379,\n",
       "         2.02220332,  2.08266285,  2.14312237,  2.2035819 ,  2.26404143,\n",
       "         2.32450096,  2.38496049,  2.44542002,  2.50587954,  2.56633907,\n",
       "         2.6267986 ,  2.68725813,  2.74771766,  2.80817719,  2.86863671,\n",
       "         2.92909624]),\n",
       " <a list of 100 Patch objects>)"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXEAAAD7CAYAAACc26SuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAADWBJREFUeJzt3V+IXOd5x/Hvr3IMrl0cCQ2iKWxF\nQLQEaoGyuFbrBDVEpvlDMaVUBSe5sMPehEDJjW3sm6RNMbkwpQarCJTiGJogF5K6cU1kg/+R2k2l\nJnbdi+BQ5BLXpg12rTqFpjVPL/YoVpbdnbOzc3bmnf1+YNkzM0dnnrO7/ObVOc95T6oKSVKbfm7W\nBUiSJmeIS1LDDHFJapghLkkNM8QlqWGGuCQ1zBCXpIYZ4pLUMENckhpmiEtSw64Y+g32799fBw8e\nHPptJGmhnD9//kdVNRq33uAhfvDgQc6dOzf020jSQknycp/1PJwiSQ0zxCWpYYa4JDXMEJekhhni\nktQwQ1ySGmaIS1LDDHFJatjgF/tI8+DgHY/8dPnCPR/btTVo8TgSl6SGGeKS1DBDXJIaZohLUsMM\ncUlqmN0p2tXsGFHrHIlLUsMMcUlqWK8QT7IvyfEk+4cuSJLU39gQT7IX+CZwPfBEklGS00meTXL3\n4BVKkjbU58TmdcDnquq5LtA/BOypqqNJvpzkUFW9NGyZkqT1jA3xqnoKIMkHWR2N7wPOdC+fBW4E\nDHFJmoFeLYZJApwA3gAKeKV76XXgyDrrrwArAEtLS1MpVJoV2xA1z3qd2KxVnwFeAH4DuKp76Zr1\ntlFVp6pquaqWR6PR1IqVJP2sPic2b0/yqe7hu4F7WD2EAnAYuDBMaZKkcfocTjkFnEnyaeBF4BvA\n00neA3wEuGHA+iRJm+hzYvMN4PjlzyU51j33pap6c5jSJEnjTDR3ShfsZ8auKEkalJfdS1LDDHFJ\napghLkkNM8QlqWGGuCQ1zBCXpIYZ4pLUMENckhpmiEtSwwxxSWqYIS5JDTPEJalhhrgkNcwQl6SG\nGeKS1DBDXJIaZohLUsMMcUlqmCEuSQ0zxCWpYYa4JDXMEJekhhniktSwK8atkORa4GvAHuDHwAng\nB8C/dKt8tqr+abAKJUkb6jMSvwW4t6puAl4D7gC+WlXHui8DXJJmZGyIV9X9VfVY93AE/B/w8STf\nSXI6ydjRvCRpGL0DOMlRYC/wGPAXVfVqkq8AHwUeXrPuCrACsLS0NL1qtWsdvOORny5fuOdjU9vW\ntEyrvmnup3aHXic2k+wD7gNuBV6oqle7l84Bh9auX1Wnqmq5qpZHo9HUipUk/ayxIZ7kSuAh4M6q\nehl4MMnhJHuAm4HnB65RkrSBPiPx24AjwF1JngT+GXgQ+B7wbFU9Plx5kqTNjD0mXlUngZNrnv78\nMOVIkrbCi30kqWGGuCQ1zB5vTd3QbXJrWwTnuRVvo3ZGWwk1LY7EJalhhrgkNcwQl6SGGeKS1DBD\nXJIaZohLUsMMcUlqmCEuSQ0zxCWpYYa4JDXMEJekhhniktQwJ8CS5pSTZKkPR+KS1DBDXJIaZohL\nUsMMcUlqmCEuSQ2zO0XN2+gWaEN3dGz0vtJOciQuSQ0zxCWpYYa4JDVsbIgnuTbJo0nOJvl6kiuT\nnE7ybJK7d6JISdL6+ozEbwHuraqbgNeAPwD2VNVR4L1JDg1ZoCRpY2O7U6rq/ssejoBPAH/aPT4L\n3Ai8NP3SJEnj9G4xTHIU2AtcAF7pnn4dOLLOuivACsDS0tK2i9TutFta+HbLfmoYvU5sJtkH3Afc\nCrwFXNW9dM1626iqU1W1XFXLo9FoWrVKktboc2LzSuAh4M6qehk4z+ohFIDDrI7MJUkz0Gckfhur\nh0zuSvIkEOCTSe4Ffh/w/4KSNCN9TmyeBE5e/lySh4HjwJeq6s2BapMkjTHR3ClV9QZwZsq1SJK2\nyAmwtGP6TFQ1y06NPrdDm4dOEm/bpst52b0kNcwQl6SGGeKS1DBDXJIaZohLUsMMcUlqmC2Gmti8\nt7rNQzvg0Pr+Dub9d6XJORKXpIYZ4pLUMENckhpmiEtSwwxxSWqY3Smaio06QXZDh4g0S47EJalh\nhrgkNcwQl6SGGeKS1DBDXJIaZohLUsNsMdSW2DI43hA/I3/u2ogjcUlqmCEuSQ3rFeJJDiR5plv+\npSQ/TPJk9zUatkRJ0kbGHhNPshd4ALi6e+rXgS9W1ckhC5MkjddnJP42cAK42D2+Afh0kn9M8ieD\nVSZJGmvsSLyqLgIkufTUo8AfAf8NPJ7kuqp64fJ/k2QFWAFYWlqaZr2agnm7VZedF8Pw57o7THJi\n8++q6r+q6m3gu8ChtStU1amqWq6q5dHIQ+aSNJRJQvxbSX4xyc8DNwEvTrkmSVJPk1zs83ngCeAn\nwJ9X1fenW5Ikqa/eIV5Vx7rvTwC/OlRBkqT+vNhHkhpmiEtSwwxxSWqYIS5JDTPEJalhhrgkNcwQ\nl6SGGeKS1DBDXJIaZohLUsMMcUlqmCEuSQ0zxCWpYYa4JDVskvnEtct4m6/dYd5u26d+HIlLUsMM\ncUlqmCEuSQ0zxCWpYYa4JDXMEJekhtliqHXZVii1wZG4JDXMEJekhvUK8SQHkjzTLb8ryd8k+XaS\nW4ctT5K0mbEhnmQv8ABwdffUZ4HzVfWbwO8l+YUB65MkbaLPSPxt4ARwsXt8DDjTLT8NLE+/LElS\nH2O7U6rqIkCSS09dDbzSLb8OHFj7b5KsACsAS0tL06hTO8COlHe0+LOYZs19JsMaYsIsJ+HauklO\nbL4FXNUtX7PeNqrqVFUtV9XyaDTaTn2SpE1MEuLngRu75cPAhalVI0nakkku9nkA+NskHwDeB/z9\ndEuSJPXVeyReVce67y8Dx4FvAx+uqreHKU2SNM5El91X1b/xToeKJGlGvGJTkhrmBFgLzHYtjdOn\nLdG/o/nmSFySGmaIS1LDDHFJapghLkkNM8QlqWF2pyyYFidu0mKxm2VnORKXpIYZ4pLUMENckhpm\niEtSwwxxSWqYIS5JDbPFsFHTaiW0JVFqmyNxSWqYIS5JDTPEJalhhrgkNcwQl6SG2Z2yS9iFokv8\nW1gsjsQlqWGGuCQ1bMshnuSKJP+a5Mnu69eGKEySNN4kx8SvA75aVbdPuxhJ0tZMcjjlBuDjSb6T\n5HQST45K0oxMEuL/AHy4qq4H3gV8dLolSZL6mmQU/UJV/U+3fA44tHaFJCvACsDS0tLk1S0w70Oo\nFm3Untjnef/OhzHJSPzBJIeT7AFuBp5fu0JVnaqq5apaHo1G2y5SkrS+SUbiXwD+EgjwcFU9Pt2S\nJEl9bTnEq+pFVjtUJEkz5sU+ktQwQ1ySGmaP9wC2ekZ+o/XXnvH37L6ktRyJS1LDDHFJapghLkkN\nM8QlqWGGuCQ1zBCXpIbZYrgNQ0zu4/0PtRv0+Tt38qx+HIlLUsMMcUlqmCEuSQ0zxCWpYYa4JDUs\nVTXoGywvL9e5c+cGfY/t2M5kVVu12eRWkja2G7tTkpyvquVx6zkSl6SGGeKS1DBDXJIaZohLUsMM\ncUlqmCEuSQ2b+wmwhrhf5azalWwrlCbT9z60fQydCzudNY7EJalhhrgkNWziEE9yOsmzSe6eZkGS\npP4mCvEkvwvsqaqjwHuTHJpuWZKkPiYdiR8DznTLZ4Ebp1KNJGlLJpoAK8lp4M+q6vkkNwFHquqe\ny15fAVa6h78CfH8axV5mP/CjKW9zVhZlX9yP+bMo+7Jb9+OXq2o0bqVJWwzfAq7qlq9hzYi+qk4B\npybc9lhJzvWZ3asFi7Iv7sf8WZR9cT82N+nhlPO8cwjlMHBhKtVIkrZk0pH4N4BnkrwH+Ahww/RK\nkiT1NdFIvKousnpy8zngt6rqzWkW1cNgh2pmYFH2xf2YP4uyL+7HJga/s48kaThesSlJA0uyL8nx\nJPunvW1DXFpASQ4keWbWdWxHkmuTPJrkbJKvJ7ly1jVNIsle4JvA9cATSca2DW7FXM9imORxNq7x\nh1X1iST7gPcD362quewl7bMfO1nPdizSvqzVXf/wPuCRqvrjWdczqS40HgCunnUt23QLcG9VPZbk\nJPDbwMMzrmkS1wGfq6rnut/NEeBb09r4XIc4cE9VPb7eC0luvuwT7hHg3iQfqqr/2NEK+xm3H9cC\nXwP2AD8GTlTVT3aywC3YdF+67weAv6qqD+xoZdtw+VQSSb6c5FBVvTTruib0NnAC+OtZF7IdVXX/\nZQ9HwL/PqpbtqKqnAJJ8kNXR+Bemuf3WD6dc+oT7IqufbEdmXM+kLo04bgJeY3XE0aSGR4HHWJCp\nJKrq4gw6xgaT5Ciwt6qem3Utk0oSVj9Y3wD+d5rbbjrEq+qp7r8olz7hnp11TZOoqvur6rHuYbMj\njs6lUeDFWReyRVcDr3TLrwMHZliLOt3h0vuAW2ddy3bUqs8ALwC/M81tNx3iMOwn3E5bhBFHw6PA\nTaeS0M7rTmQ+BNxZVS/Pup5JJbk9yae6h+8G/nOa22/+D3XIT7idtCgjjoY5lcT8uY3VQ6R3JXky\nyYlZFzShU8AnkzzN6nmvs9Pc+Lyf2NxUktuBV6vqKwzwCbdTFmXE0biFm0qiqo7NuobtqKqTwMlZ\n17FdVfUGcHyo7bc+Eh/0E24HLcqIo1lzMJWENJG5vuw+yUOsnuhbz/eq6g93sp5JLcp+wGLti7QI\n5jrEJUmba/1wiiTtaoa4JDXMEJekhhniktQwQ1ySGvb/kFyASRUl7WcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18a3dc90eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.randn(1000)\n",
    "# plt.hist(x)\n",
    "plt.hist(x, bins=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 1.,  2.,  2.,  0.,  0.,  3.,  1.,  2.,  1.,  1.,  4.,  3.,  3.,\n",
       "         2.,  5.,  6.,  3.,  3.,  4.,  4.,  7.,  2., 10.,  7., 10., 10.,\n",
       "        14.,  8.,  8., 10., 14., 11., 11., 16., 18., 22., 17., 17., 22.,\n",
       "        23., 20., 17., 23., 26., 19., 14., 22., 22., 29., 29., 17., 29.,\n",
       "        29., 28., 19., 16., 14., 21., 22., 18., 15., 18., 11., 23., 10.,\n",
       "         9., 17., 15., 11., 16.,  9.,  6., 10., 11., 11.,  5.,  6.,  1.,\n",
       "         5.,  6.,  7.,  5.,  4.,  2.,  1.,  3.,  3.,  3.,  3.,  2.,  0.,\n",
       "         1.,  2.,  4.,  1.,  0.,  1.,  0.,  0.,  2.]),\n",
       " array([-2.51785505, -2.40584115, -2.29382725, -2.18181336, -2.06979946,\n",
       "        -1.95778556, -1.84577166, -1.73375777, -1.62174387, -1.50972997,\n",
       "        -1.39771607, -1.28570218, -1.17368828, -1.06167438, -0.94966049,\n",
       "        -0.83764659, -0.72563269, -0.61361879, -0.5016049 , -0.389591  ,\n",
       "        -0.2775771 , -0.1655632 , -0.05354931,  0.05846459,  0.17047849,\n",
       "         0.28249239,  0.39450628,  0.50652018,  0.61853408,  0.73054798,\n",
       "         0.84256187,  0.95457577,  1.06658967,  1.17860356,  1.29061746,\n",
       "         1.40263136,  1.51464526,  1.62665915,  1.73867305,  1.85068695,\n",
       "         1.96270085,  2.07471474,  2.18672864,  2.29874254,  2.41075644,\n",
       "         2.52277033,  2.63478423,  2.74679813,  2.85881203,  2.97082592,\n",
       "         3.08283982,  3.19485372,  3.30686762,  3.41888151,  3.53089541,\n",
       "         3.64290931,  3.7549232 ,  3.8669371 ,  3.978951  ,  4.0909649 ,\n",
       "         4.20297879,  4.31499269,  4.42700659,  4.53902049,  4.65103438,\n",
       "         4.76304828,  4.87506218,  4.98707608,  5.09908997,  5.21110387,\n",
       "         5.32311777,  5.43513167,  5.54714556,  5.65915946,  5.77117336,\n",
       "         5.88318725,  5.99520115,  6.10721505,  6.21922895,  6.33124284,\n",
       "         6.44325674,  6.55527064,  6.66728454,  6.77929843,  6.89131233,\n",
       "         7.00332623,  7.11534013,  7.22735402,  7.33936792,  7.45138182,\n",
       "         7.56339572,  7.67540961,  7.78742351,  7.89943741,  8.0114513 ,\n",
       "         8.1234652 ,  8.2354791 ,  8.347493  ,  8.45950689,  8.57152079,\n",
       "         8.68353469]),\n",
       " <a list of 100 Patch objects>)"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXEAAAD7CAYAAACc26SuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18a3db2bd68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x1=np.random.normal(0,0.8,1000)\n",
    "x2=np.random.normal(-2,1,1000)\n",
    "x3=np.random.normal(3,2,1000)\n",
    "#参数分别是bins：装箱，alpha：透明度\n",
    "kwargs=dict(bins=100,alpha=0.4)\n",
    "plt.hist(x1,**kwargs)\n",
    "plt.hist(x2,**kwargs)\n",
    "plt.hist(x3,**kwargs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([-10.        ,  -9.7979798 ,  -9.5959596 ,  -9.39393939,\n",
       "         -9.19191919,  -8.98989899,  -8.78787879,  -8.58585859,\n",
       "         -8.38383838,  -8.18181818,  -7.97979798,  -7.77777778,\n",
       "         -7.57575758,  -7.37373737,  -7.17171717,  -6.96969697,\n",
       "         -6.76767677,  -6.56565657,  -6.36363636,  -6.16161616,\n",
       "         -5.95959596,  -5.75757576,  -5.55555556,  -5.35353535,\n",
       "         -5.15151515,  -4.94949495,  -4.74747475,  -4.54545455,\n",
       "         -4.34343434,  -4.14141414,  -3.93939394,  -3.73737374,\n",
       "         -3.53535354,  -3.33333333,  -3.13131313,  -2.92929293,\n",
       "         -2.72727273,  -2.52525253,  -2.32323232,  -2.12121212,\n",
       "         -1.91919192,  -1.71717172,  -1.51515152,  -1.31313131,\n",
       "         -1.11111111,  -0.90909091,  -0.70707071,  -0.50505051,\n",
       "         -0.3030303 ,  -0.1010101 ,   0.1010101 ,   0.3030303 ,\n",
       "          0.50505051,   0.70707071,   0.90909091,   1.11111111,\n",
       "          1.31313131,   1.51515152,   1.71717172,   1.91919192,\n",
       "          2.12121212,   2.32323232,   2.52525253,   2.72727273,\n",
       "          2.92929293,   3.13131313,   3.33333333,   3.53535354,\n",
       "          3.73737374,   3.93939394,   4.14141414,   4.34343434,\n",
       "          4.54545455,   4.74747475,   4.94949495,   5.15151515,\n",
       "          5.35353535,   5.55555556,   5.75757576,   5.95959596,\n",
       "          6.16161616,   6.36363636,   6.56565657,   6.76767677,\n",
       "          6.96969697,   7.17171717,   7.37373737,   7.57575758,\n",
       "          7.77777778,   7.97979798,   8.18181818,   8.38383838,\n",
       "          8.58585859,   8.78787879,   8.98989899,   9.19191919,\n",
       "          9.39393939,   9.5959596 ,   9.7979798 ,  10.        ]),\n",
       " array([-10.        ,  -9.7979798 ,  -9.5959596 ,  -9.39393939,\n",
       "         -9.19191919,  -8.98989899,  -8.78787879,  -8.58585859,\n",
       "         -8.38383838,  -8.18181818,  -7.97979798,  -7.77777778,\n",
       "         -7.57575758,  -7.37373737,  -7.17171717,  -6.96969697,\n",
       "         -6.76767677,  -6.56565657,  -6.36363636,  -6.16161616,\n",
       "         -5.95959596,  -5.75757576,  -5.55555556,  -5.35353535,\n",
       "         -5.15151515,  -4.94949495,  -4.74747475,  -4.54545455,\n",
       "         -4.34343434,  -4.14141414,  -3.93939394,  -3.73737374,\n",
       "         -3.53535354,  -3.33333333,  -3.13131313,  -2.92929293,\n",
       "         -2.72727273,  -2.52525253,  -2.32323232,  -2.12121212,\n",
       "         -1.91919192,  -1.71717172,  -1.51515152,  -1.31313131,\n",
       "         -1.11111111,  -0.90909091,  -0.70707071,  -0.50505051,\n",
       "         -0.3030303 ,  -0.1010101 ,   0.1010101 ,   0.3030303 ,\n",
       "          0.50505051,   0.70707071,   0.90909091,   1.11111111,\n",
       "          1.31313131,   1.51515152,   1.71717172,   1.91919192,\n",
       "          2.12121212,   2.32323232,   2.52525253,   2.72727273,\n",
       "          2.92929293,   3.13131313,   3.33333333,   3.53535354,\n",
       "          3.73737374,   3.93939394,   4.14141414,   4.34343434,\n",
       "          4.54545455,   4.74747475,   4.94949495,   5.15151515,\n",
       "          5.35353535,   5.55555556,   5.75757576,   5.95959596,\n",
       "          6.16161616,   6.36363636,   6.56565657,   6.76767677,\n",
       "          6.96969697,   7.17171717,   7.37373737,   7.57575758,\n",
       "          7.77777778,   7.97979798,   8.18181818,   8.38383838,\n",
       "          8.58585859,   8.78787879,   8.98989899,   9.19191919,\n",
       "          9.39393939,   9.5959596 ,   9.7979798 ,  10.        ]))"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x=np.linspace(-10,10,100)\n",
    "y=np.linspace(-10,10,100)\n",
    "x,y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((100, 100), (100, 100))"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X,Y=np.meshgrid(x,y)\n",
    "X.shape,Y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100, 100)"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Z=np.sqrt(X**2+Y**2)\n",
    "Z.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.contour.QuadContourSet at 0x18a3f3212e8>"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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gCIJgOimF8QRnlpi2As/P2SYIgiAwQMr/6f0nwA9F5P3AfwZ+VUTuUtV9E9rsSBhPEARB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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18a3f2dadd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.contourf(X,Y,Z)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.contour.QuadContourSet at 0x18a3f391198>"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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I5LlxExkcECi3WWeVNo2WwuomimqaKa1toay+hfKGtv8RBG83Z/w9XQn0dsPP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\nOfH/jn2OxXel4EsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18a3f3477b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.contour(X,Y,Z)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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wSixnsuTKBqFQKK2yFbfbjbq6OglWlHuIKEYwkxhaLBYMDAygrKwMa9eulWWN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\nOpEUBUEQBOG6/w/O1TTCsUPdZQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18a3f41f588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "X=[1,1,2,2]\n",
    "Y=[3,4,4,3]\n",
    "Z=[1,100,1,1]\n",
    "fig = plt.figure()\n",
    "ax = Axes3D(fig)\n",
    "ax.plot_trisurf(X, Y, Z)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
